Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | Unranked | ai-guardianmcp · ai-agents | Enables observability and governance for local LLMs via Ollama, including auditing model usage, scanning prompts for secrets/PII, and enforcing… | No signals yet | No one-command install · Source | |
| 802 | Unranked | yads-mcpmcp · ai-agents | Enables MCP-capable LLM agents to control YADS queues, manage tags, and trigger scans through YADS's API-authenticated /api/v1 interface without… | No signals yet | No one-command install · Source | |
| 803 | Unranked | bizidashboard-mcpmcp · ai-agents | MCP server that exposes BiziDashboard's historical and analytical data for the Zaragoza Bizi bike-share system as tools for LLM clients, enabling… | No signals yet | No one-command install · Source | |
| 804 | Unranked | crewai-mcp-orchestratormcp · ai-agents | Transforms any compatible LLM or AI Assistant into a master orchestrator of CrewAI, providing tools to dynamically generate, edit, test, and execute… | No signals yet | No one-command install · Source | |
| 805 | Unranked | hai-mcpmcp · ai-agents | Provides a human-agent interface control plane for managing agent state, focus, and next steps across any MCP-compatible client, without calling an… | No signals yet | No one-command install · Source | |
| 806 | Unranked | aibrief-mcpmcp · ai-agents | Read-only MCP server that serves curated daily Korean AI briefings (papers, releases, community, video, deepdive) via 7 tools, with no LLM calls per… | No signals yet | No one-command install · Source | |
| 807 | Unranked | mcp-for-kibanamcp · ai-agents | Enables LLMs to interact with Kibana through composable toolboxes for building dashboards, managing data, and handling alerts, among other operations. | No signals yet | No one-command install · Source | |
| 808 | Unranked | mcp-rpcs1mcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 809 | Unranked | rpcs1-agent-tunermcp · ai-agents | prevents llm from overload, freeze and oscillation | No signals yet | No one-command install · Source | |
| 810 | Unranked | repo-explorer-mcpmcp · ai-agents | Enables LLM-driven repository exploration by exposing an explore_repository tool over stdio, using codebase memory and ripgrep/rtk search to navigate… | No signals yet | No one-command install · Source | |
| 811 | Unranked | civ6-mcpmcp · ai-agents | An MCP server that lets LLM agents play full games of Civilization VI. | No signals yet | No one-command install · Source | |
| 812 | Unranked | compendiummcp · ai-agents | MCP server that minimizes LLM token usage by compressing, summarizing, filtering, chunk-referencing, and pruning large context before it reaches the… | No signals yet | No one-command install · Source | |
| 813 | Unranked | tempreonmcp · ai-agents | MCP server that provides a portable personal knowledge layer for AI tools, enabling cross-LLM continuity and personalized context across clients like… | No signals yet | No one-command install · Source | |
| 814 | Unranked | claude-worksmcp · ai-agents | An MCP server that exposes a perpetual, honest job-application pipeline as typed tools an LLM agent can call, with fit scoring, verified resume… | No signals yet | No one-command install · Source | |
| 815 | Unranked | simliverse-mcpmcp · ai-agents | Provides a unified MCP server for the SimLiverse Physical AI Platform, enabling LLM copilots to access Isaac Sim knowledge via NVIDIA NIM and… | No signals yet | No one-command install · Source | |
| 816 | Unranked | docfill-agent-mcp-servermcp · ai-agents | An MCP server that enables LLM agents to read, understand, and fill DOCX templates while preserving formatting like bold labels and fonts. It exposes… | No signals yet | No one-command install · Source | |
| 817 | Unranked | base-tx-explainmcp · ai-agents | Explains any Base mainnet transaction hash by returning a structured JSON with action type, assets moved, risk flags, and cost details, using… | No signals yet | No one-command install · Source | |
| 818 | Unranked | mundigitalmcp · ai-agents | Exposes a public, read-only professional profile with tools to search resume evidence, fetch curated links, and generate career briefs for LLM agents. | No signals yet | No one-command install · Source | |
| 819 | Unranked | wikipediamcp · ai-agents | Enables LLM agents to search Wikipedia and retrieve page content via Model Context Protocol tools, supporting natural language research. | No signals yet | No one-command install · Source | |
| 820 | Unranked | neverrankedmcp · ai-agents | AEO scoring, llms.txt auditing, and agent-readiness checks for websites. | No signals yet | No one-command install · Source | |
| 821 | Unranked | inferwatch-mcpmcp · ai-agents | Enables agents to query real-time and historical metrics for locally served Ollama and vLLM instances, including request rates, latency, token counts… | No signals yet | No one-command install · Source | |
| 822 | Unranked | video-to-llmmcp · ai-agents | Enables LLM agents to process local videos into timestamped, citable text documents and then query them through tools for listing videos, retrieving… | No signals yet | No one-command install · Source | |
| 823 | Unranked | groundcheck-mcpmcp · ai-agents | MCP server for grounding verification (exact quotes, citations, code output, repo patterns, arithmetic) using no LLM in the verification path. | No signals yet | No one-command install · Source | |
| 824 | Unranked | cxg-census-mcpmcp · ai-agents | Enables LLM agents to query the CZ CELLxGENE Census single-cell atlas with ontology-aware filters, cost caps, and full provenance, allowing natural… | No signals yet | No one-command install · Source | |
| 825 | Unranked | persona-constitutionmcp · ai-agents | MCP server that serves an LLM operational constitution (SWEBOK v4.0 and NASA Power of 10) to coding agents, providing tools to query constitution… | No signals yet | No one-command install · Source | |
| 826 | Unranked | memshelf-mcpmcp · ai-agents | Enables AI agents to offload and recall working memory as indexed episodes with LLM-written digests, reducing token usage and preserving detail across… | No signals yet | No one-command install · Source | |
| 827 | Unranked | llm-councilmcp · ai-agents | Blind multi-model councils with anonymous LLM seats and direct 1:1 chat as a local MCP server. Enables asking one question to get independent answers… | No signals yet | No one-command install · Source | |
| 828 | Unranked | fraud-detection-risk-statusmcp · ai-agents | Exposes account risk status from a fraud detection pipeline, returning risk scores, flagged transaction history, and LLM-generated explanations via… | No signals yet | No one-command install · Source | |
| 829 | Unranked | agent-evalmcp · ai-agents | MCP server exposing statistical regression testing for LLM agents as a "run" tool: p-value, effect size, and confidence interval on whether agent… | No signals yet | No one-command install · Source | |
| 830 | Unranked | kb-mcpmcp · ai-agents | Provides LLM agents with a structured, queryable, local-first knowledge base with typed documents and full-text search via MCP. | No signals yet | No one-command install · Source | |
| 831 | Unranked | solve-it-mcp-servermcp · ai-agents | This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling LLMs to query techniques, weaknesses, mitigations, and their… | No signals yet | No one-command install · Source | |
| 832 | Unranked | mcp-spotify-2mcp · ai-agents | MCP server for Spotify that enables playlist building and music discovery through 19 tools, allowing LLM agents to search tracks/artists/albums… | No signals yet | No one-command install · Source | |
| 833 | Unranked | leafmemmcp · ai-agents | MCP server for LeafMem, a layered memory engine that gives AI agents persistent, scoped memory with local retrieval and optional embedding rerank. It… | No signals yet | No one-command install · Source | |
| 834 | Unranked | recallmcpmcp · ai-agents | Provides persistent semantic memory for AI agents via MCP, enabling them to remember, recall, list, update, and forget memories with vector-based… | No signals yet | No one-command install · Source | |
| 835 | Unranked | vision-augmentmcp · ai-agents | Enables non-vision LLMs to understand images, extract text via OCR, and parse documents through a unified MCP interface, with local-first processing… | No signals yet | No one-command install · Source | |
| 836 | Unranked | bch1212-modelwatchmcp · ai-agents | MCP server for continuous behavioral drift monitoring of LLM applications, enabling spec creation, drift checking, and report retrieval. | No signals yet | No one-command install · Source | |
| 837 | Unranked | gh-srclight-model-radarmcp · ai-agents | Pings and ranks 130+ free coding LLM models across 17 providers by latency in real-time. | No signals yet | No one-command install · Source | |
| 838 | Unranked | model-radarmcp · ai-agents | MCP server that pings 130+ free coding LLM models across 17 providers in real-time, ranks them by latency, and helps AI agents pick the fastest… | No signals yet | No one-command install · Source | |
| 839 | Unranked | turing-agentmemory-mcpmcp · ai-agents | TuringDB-backed Agent Memory MCP server with provider-agnostic embedding and rerank integrations, memory lifecycle tools, document ingest, and cited… | No signals yet | No one-command install · Source | |
| 840 | Unranked | page2ai-mcpmcp · ai-agents | Converts any web page URL into clean Markdown for LLM context (Claude, ChatGPT, etc.) with zero external API calls, running entirely locally. | No signals yet | No one-command install · Source | |
| 841 | Unranked | github-mcp-toolkitmcp · ai-agents | A production-grade MCP server that provides LLMs with safe, structured, tool-based access to GitHub repositories, including issue management, semantic… | No signals yet | No one-command install · Source | |
| 842 | Unranked | openeyesmcp · ai-agents | MCP server providing AI-friendly computer-use primitives (capture, detect, click) to let LLM agents drive desktop GUI applications on Windows, macOS… | No signals yet | No one-command install · Source | |
| 843 | Unranked | deepl-i18nmcp · ai-agents | MCP server for translating JSON localization files via DeepL API or local LLMs, enabling agents to estimate, check, and run translations. | No signals yet | No one-command install · Source | |
| 844 | Unranked | quotezmcp · ai-agents | Provides read-only market data (quotes, bars, symbols, account info) from MetaTrader 5 or generated replay, exposing typed tools for LLM agents via… | No signals yet | No one-command install · Source | |
| 845 | Unranked | broca-machinamcp · ai-agents | Gives any text-based AI a voice and ears inside a Discord voice channel by transcribing speech, relaying to an LLM/agent, and speaking replies back. | No signals yet | No one-command install · Source | |
| 846 | Unranked | memory-facademcp · ai-agents | A stateless MCP server that gives coding agents a curated entry point to shared memory, orchestrating Hindsight (facts) and LightRAG (corpora) for… | No signals yet | No one-command install · Source | |
| 847 | Unranked | mcp-server-entity-enrichermcp · ai-agents | Hosted MCP server for structured knowledge extraction and entity enrichment, allowing users to author JSON schemas, enrich entities using multiple LLM… | No signals yet | No one-command install · Source | |
| 848 | Unranked | euthynosmcp · ai-agents | A local, read-only MCP server that provides AI coding agents with structural evidence about a repository, including dependency analysis and impact… | No signals yet | No one-command install · Source | |
| 849 | Unranked | mcp-minimal-agent-demo-servermcp · ai-agents | A demo MCP server exposing three simple tools (get_github_activity, get_site_content, contact_scott) to illustrate tool discovery and invocation… | No signals yet | No one-command install · Source | |
| 850 | Unranked | argosvix-mcp-servermcp · ai-agents | Lets AI agents query, manage, and operate their LLM observability data directly from the conversation. Provides 87 tools for cost analysis, alerting… | No signals yet | No one-command install · Source | |
| 851 | Unranked | tvsub-mcpmcp · ai-agents | Inspects Apple TV.app playback and lets you load, translate, style, and sync subtitle overlays on macOS, with optional LLM translation via Anthropic… | No signals yet | No one-command install · Source | |
| 852 | Unranked | soif-mcpmcp · ai-agents | MCP server for estimating the water footprint of LLM usage and comparing models by water cost. | No signals yet | No one-command install · Source | |
| 853 | Unranked | mflowymcp · ai-agents | Enables users to interact with MFlowy, an MCP-native modular ML workflow engine with data analysis, model training, and orchestration. | No signals yet | No one-command install · Source | |
| 854 | Unranked | keel-coremcp · ai-agents | Local-first personal cognitive engine that provides MCP tools for managing relationships, conversations, agenda, and memory, powered by Ollama. | No signals yet | No one-command install · Source | |
| 855 | Unranked | sbe-agentmcp · ai-agents | Enables users to chat with an LLM agent that creates and reads Word, Excel, PDF, and JSON files, and accesses databases (letters, documents, LIMS)… | No signals yet | No one-command install · Source | |
| 856 | Unranked | oriolemcp · ai-agents | This MCP server exposes 16 bilingual tools for operating a review-gated China job-source intelligence engine, enabling discovery, probing, human… | No signals yet | No one-command install · Source | |
| 857 | Unranked | vunit-mcpmcp · ai-agents | Enables an LLM or agent to drive a VUnit HDL unit-testing project end to end: list tests, compile, run, and inspect reports and per-test logs. | No signals yet | No one-command install · Source | |
| 858 | Unranked | blueprint-chart-mcpmcp · ai-agents | Enables LLMs to author, validate, and render Blueprint Chart (.bpc) files with structured dataviz pedagogy and a tight parse + render feedback loop. | No signals yet | No one-command install · Source | |
| 859 | Unranked | ntnu-apimcp · ai-agents | MCP server exposing NTNU course data (search, schedules, grades, semesters) as tools for LLM agents. | No signals yet | No one-command install · Source | |
| 860 | Unranked | dendrite-admin-mcpmcp · ai-agents | MCP server exposing Dendrite Matrix homeserver admin APIs as tools, enabling an LLM agent to manage users, rooms, registration tokens, send server… | No signals yet | No one-command install · Source | |
| 861 | Unranked | laminateanalyzermcpmcp · ai-agents | Computes neutral surface, ABD stiffness, and evaluation metrics for laminated composites, allowing LLM agents to perform deterministic laminate… | No signals yet | No one-command install · Source | |
| 862 | Unranked | bay-runmcp · ai-agents | Enables agents to discover, evaluate, and serve task-specialist models (embeddings, reranking, classification, extraction) with OpenAI-compatible… | No signals yet | No one-command install · Source | |
| 863 | Unranked | hyperion-v2mcp · ai-agents | Universal MCP server that enables any LLM agent (Claude, Cursor, Cline) to control a real Chrome browser with 5 perception engines, resilient… | No signals yet | No one-command install · Source | |
| 864 | Unranked | mcp-grand-prixmcp · ai-agents | Enables LLM agents to participate in a live 3D racing simulation by submitting race strategies, reacting to dynamic events, and observing full race… | No signals yet | No one-command install · Source | |
| 865 | Unranked | mcp-svstudiomcp · ai-agents | Enables LLM agents to manipulate Synthesizer V Studio 2 Pro projects, including notes, lyrics, phonemes, vocal attributes, parameters, and playback… | No signals yet | No one-command install · Source | |
| 866 | Unranked | ploidymcp · ai-agents | MCP server that reduces confirmation bias in LLMs by orchestrating structured debates between asymmetric context sessions. | No signals yet | No one-command install · Source | |
| 867 | Unranked | loopgaugemcp · ai-agents | MCP server that experiments with cheaper LLM policies (model, prompt, reasoning, retry, escalation) against project tasks to recommend the lowest-cost… | No signals yet | No one-command install · Source | |
| 868 | Unranked | meridian59-llm-botmcp · ai-agents | Provides MCP supervision and knowledge tools for controlling an LLM-driven Meridian 59 character, enabling durable goal management, persona… | No signals yet | No one-command install · Source | |
| 869 | Unranked | sprint-mcp-servermcp · ai-agents | Enables LLM agents to manage structured sprint-based development workflows following the Sprint Protocol, including sprint initialization, status… | No signals yet | No one-command install · Source | |
| 870 | Unranked | mcp-server-gpt-chatmcp · ai-agents | MCP server for OpenAI ChatGPT API. Enables chat completions, vision analysis, embeddings, and model listing through natural language. | No signals yet | No one-command install · Source | |
| 871 | Unranked | manomamcp · ai-agents | Manoma is an MCP server that enables any LLM to read your soul.md file, a portable plaintext identity file you own and control, making your values… | No signals yet | No one-command install · Source | |
| 872 | Unranked | woollamamcp · ai-agents | woollama is an MCP and OpenAI-compatible router that orchestrates AI clients with multiple backends (like Ollama, Anthropic) and MCP tools, enabling… | No signals yet | No one-command install · Source | |
| 873 | Unranked | physbox-mcpmcp · ai-agents | Enables LLMs and MCP clients to interact programmatically with Flux, Volt, and Mesh simulation web applications via WebSocket relay. | No signals yet | No one-command install · Source | |
| 874 | Unranked | localllm-mcpmcp · ai-agents | MCP server that enables AI to read, search, and edit local files securely without external data exposure, using local LLMs via Ollama and integrating… | No signals yet | No one-command install · Source | |
| 875 | Unranked | mcp-feastmcp · ai-agents | Enables LLMs to inspect and interact with a local Feast feature store through MCP tools, including listing feature views and services, resolving… | No signals yet | No one-command install · Source | |
| 876 | Unranked | truthroutemcp · ai-agents | Enables comparison of responses from multiple LLMs (OpenAI, Anthropic, Gemini) to the same prompt, returning a validated divergence score based on… | No signals yet | No one-command install · Source | |
| 877 | Unranked | horizon-fidelity-monitormcp · ai-agents | Real-time conversation health monitor for AI agents that tracks structural dynamics like semantic drift and information gain using deterministic… | No signals yet | No one-command install · Source | |
| 878 | Unranked | cdxml-toolkitmcp · ai-agents | Enables LLM agents to draw and edit ChemDraw reaction schemes, parse ELN exports and LCMS/NMR data, and generate publication-ready CDXML files through… | No signals yet | No one-command install · Source | |
| 879 | Unranked | ssh-bridge-mcpmcp · ai-agents | An MCP server that enables LLMs to operate on remote Linux machines via SSH, providing tools for running commands, file transfer, and background… | No signals yet | No one-command install · Source | |
| 880 | Unranked | letopis-mcpmcp · ai-agents | Read-only MCP server that exposes retrieval tools over a Telegram chat archive, including archive overview, full-text search with Russian morphology… | No signals yet | No one-command install · Source | |
| 881 | Unranked | fcpc-lms-mcp-servermcp · ai-agents | Enables AI assistants to query and manage Moodle LMS data, including assignment deadlines, unread messages, unfinished quizzes, and enrolled courses… | No signals yet | No one-command install · Source | |
| 882 | Unranked | mcp-server-llm-agentmcp · ai-agents | Enables users to interact with a set of tools via an LLM agent, allowing natural language requests to be processed and executed through the MCP… | No signals yet | No one-command install · Source | |
| 883 | Unranked | llmwiki-agent-bridgemcp · ai-agents | Provides a unified MCP/A2A endpoint that fans out to multiple LLMWiki Knowledge Sources, synthesizes answers with citations and trace steps, and… | No signals yet | No one-command install · Source | |
| 884 | Unranked | ableton-live-mcpmcp · ai-agents | Local MCP server for inspecting and controlling Ableton Live through a local HTTP bridge. Enables LLMs to perform production workflows like MIDI… | No signals yet | No one-command install · Source | |
| 885 | Unranked | universal-poison-armormcp · ai-agents | An MCP server that protects AI agents and RAG systems from adversarial poisoning attacks like prompt injection, steganography, and data anomalies… | No signals yet | No one-command install · Source | |
| 886 | Unranked | wa-auditmcp · ai-agents | Enables comprehensive audit of WhatsApp business conversations, including history export, LLM analysis with verification, and multi-format report… | No signals yet | No one-command install · Source | |
| 887 | Unranked | db-mcp-2mcp · ai-agents | Enables LLM agents to query databases with read-only access, while requiring human approval for writes through a token-based confirmation system. | No signals yet | No one-command install · Source | |
| 888 | Unranked | facelinkmcp · ai-agents | Enables LLMs to plan and stage editable Blender scene animations via a typed ShotSpec, with a safe stage/review/apply workflow, scene scanning… | No signals yet | No one-command install · Source | |
| 889 | Unranked | mcp-file-system-agentmcp · ai-agents | An agentic file-system assistant that lets users read, write, list, and search local files through natural language, using a LangChain agent with an… | No signals yet | No one-command install · Source | |
| 890 | Unranked | legend-sajumcp · ai-agents | Enables LLM clients to run deterministic Korean traditional metaphysics analyses—such as Saju, Zijudoushu, and DaLiuren—by exposing read-only tools… | No signals yet | No one-command install · Source | |
| 891 | Unranked | newspaper-mcpmcp · ai-agents | Enables LLM agents to discover news sources, list articles, parse and extract article text, search news, and perform NLP analysis such as keyword… | No signals yet | No one-command install · Source | |
| 892 | Unranked | webllmrelaymcp · ai-agents | Enables AI agents to access web-based large language models through a unified MCP interface, reusing existing web logins to perform text conversations… | No signals yet | No one-command install · Source | |
| 893 | Unranked | letterboxd-mcpmcp · ai-agents | Enables LLMs to access a Letterboxd user's recent diary entries and reviews, so they can make personalized movie recommendations based on viewing… | No signals yet | No one-command install · Source | |
| 894 | Unranked | linear-mcp-leanmcp · ai-agents | A self-hosted MCP server for Linear that reduces response sizes by field-selecting minimal data, saving tokens and costs in LLM agent sessions. | No signals yet | No one-command install · Source | |
| 895 | Unranked | llm-chat-mcp-servermcp · ai-agents | Enables agents to inspect configured LLM models and send chat requests to them, with support for parameter overrides, file-based prompts, and output… | No signals yet | No one-command install · Source | |
| 896 | Unranked | llm-routingmcp · ai-agents | Enables cost-aware LLM routing over MCP with verification-based cascading, offering tools for routing queries, resuming escalated approvals… | No signals yet | No one-command install · Source | |
| 897 | Unranked | pdftomarkdownmcp · ai-agents | Convert PDFs, Word documents, Excel/CSV files, and YouTube videos into clean, structured Markdown for AI agents, LLMs, and knowledge tools. | No signals yet | No one-command install · Source | |
| 898 | Unranked | mcp-htmleditormcp · ai-agents | WYSIWYG HTML editor for LLM-assisted document creation, with a FastMCP server that lets AI agents create, modify, and export HTML presentations and… | No signals yet | No one-command install · Source | |
| 899 | Unranked | pankow-mcpmcp · ai-agents | Enables Claude and other MCP clients to manage Pankow organizations, projects, test cases, and CI/runs, configure AI targets, and run LLM evaluations… | No signals yet | No one-command install · Source | |
| 900 | Unranked | tslab-mcpmcp · ai-agents | Enables users to perform deterministic time series forecasting through Claude by running reproducible Python statistical and foundation models… | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.